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Stochastic Specificity in Neural Interaction

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ICANN ’93 (ICANN 1993)

Abstract

We present in this communication results from a dynamical model of two interacting stochastic neurons, simple enough to provide the understanding of basic mechanisms by which the stochastic nature of units enhances information processing capabilities. The active role played by noise or randomness in stochastic integrating and firing units is analyzed using a Markovian Chain approach. We conclude that randomness allows for robust specifity in unit response.

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References

  1. Buhmann J. & Schulten K. Biol. Cybern. 56 (1987) 313. Horikawa Y. Biol. Cybern. 66 (1991) 19. Longtin A., Bulsara A. & Moss F. Phys. Rev. Lett. 67 (1991) 656.

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© 1993 Springer-Verlag London Limited

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López, V., Sigüenza, J.A., Dorronsoro, J.R., Carrillo-Menendez, S. (1993). Stochastic Specificity in Neural Interaction. In: Gielen, S., Kappen, B. (eds) ICANN ’93. ICANN 1993. Springer, London. https://doi.org/10.1007/978-1-4471-2063-6_43

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  • DOI: https://doi.org/10.1007/978-1-4471-2063-6_43

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  • Publisher Name: Springer, London

  • Print ISBN: 978-3-540-19839-0

  • Online ISBN: 978-1-4471-2063-6

  • eBook Packages: Springer Book Archive

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